Christoph Brune is Professor of Nonlinear Analysis and head of the MIA - Mathematics of Imaging & AI group in the Department of Applied Mathematics at the University of Twente.

His core research interest is the interplay of nonlinear analysis and deep learning related to inverse problems, mathematical imaging, machine learning, dynamical systems, numerical analysis and scientific computing. The main focus is on the development, analysis and application of geometric deep learning methods for solving partial differential equations and inverse problems. Important topics are deep learning regularization theory for inverse problems, dynamical systems theory, functional analysis in deep learning representation theory, graph neural networks for PDE systems, deep manifold learning and deep Gaussian processes for model-order reduction in PDEs. Impactful areas of application are medical imaging and data science for AI in health, neuroscience and digital twin development for AI in industry.

## Expertise

#### Computer Science

- Models
- Algorithms
- Deep Learning
- Reinforcement Learning
- Neural Network
- Segmentation
- Representation Learning
- Neural Representation

## Organisations

- Faculty of Electrical Engineering, Mathematics and Computer Science (EEMCS)
- Applied Mathematics (EEMCS-AM)
- Mathematics of Imaging & AI (EEMCS-AM-MIA)
- Digital Society Institute
- TechMed Centre

## Research profiles

## Courses academic year 2023/2024

Courses in the current academic year are added at the moment they are finalised in the Osiris system. Therefore it is possible that the list is not yet complete for the whole academic year.

- 191508209 - Internship AM
- 191508309 - Final Project (combination)
- 191508409 - Final Project M-AM
- 193650999 - Masters Assignment
- 200900030 - Research of Math
- 201300196 - Clinical Specialization Internship
- 201800177 - Deep Learning - From Theory to Practice
- 201900209 - Inverse Problems in Imaging
- 202000670 - Bachelor Assignment
- 202001354 - Ordinary Differential Equations
- 202001357 - Project: Dynamical Systems
- 202001379 - Bachelor's Assignment
- 202100108 - UQ & Data-driven Modeling
- 202200398 - Internship AM-CS
- 202300130 - Capita Selecta Applied Mathematics

## Courses academic year 2022/2023

- 191508209 - Internship AM
- 191508309 - Final Project (combination)
- 191508409 - Final Project M-AM
- 193650999 - Masters Assignment
- 201300196 - Clinical Specialization Internship
- 201800177 - Deep Learning - From Theory to Practice
- 201900209 - Inverse Problems in Imaging
- 202001225 - Vector Calculus for BMT
- 202001354 - Ordinary Differential Equations
- 202001357 - Project: Dynamical Systems
- 202200398 - Internship AM-CS

## Address

### University of Twente

Zilverling (building no. 11), room 2061

Hallenweg 19

7522 NH Enschede

Netherlands

### University of Twente

Zilverling 2061

P.O. Box 217

7500 AE Enschede

Netherlands

## Organisations

- Faculty of Electrical Engineering, Mathematics and Computer Science (EEMCS)
- Applied Mathematics (EEMCS-AM)
- Mathematics of Imaging & AI (EEMCS-AM-MIA)
- Digital Society Institute
- TechMed Centre

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